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Disclaimer: There is no doubt about it that LLM's have been leveraged to write down the Deternet project structure even though it ground work was already created before LLM's were available to the general public. As with any sector LLM's have deeply changed th...

The Core Tension: Specs vs. Vibes Spec-driven development and "vibe coding" represent fundamentally different philosophies, and the tension between them will likely define AI coding's evolution rather than one winning outright. Vibe coding (exploratory, intuit...

Skills that will set programmers apart As programming becomes more AI-assisted, the soft and strategic skills will become even more important. Here are some future-proof skills: System Design Thinking: Knowing how to architect reliable, secure, and scalable s...

Collaborative Projects as a Forcing Function Your point about collaborative projects is crucial: collaboration with other intelligent agents (human or AI) is the killer application that forces understanding. Why? Because: You can't debug via conversation alon...

If Spec driven development works for digital software then it can also be used for any other field of research. This could be physics, chemistry, biology and what not. 

The Harsh Implication for the Industry Your point has a sobering corollary: A significant portion of current programmers will become obsolete, not because AI is so good, but because they were never really architects—they were syntax-execution machines. Conside...

The Selection Pressure Mechanism Open source projects face brutal, continuous selection pressure that proprietary software avoids. Here's why this drives toward standardization: Proprietary Software Open Source Users stuck with bad decisions (switching...

Universities The future of teaching is to private AI tutors. It is clear by now that people can learn much more from a private AI tutor, tailored for them instead of in a general class room. Personally Tailored programs. A student coming from mathematics can ...

PROMPT:  Consider the following world:1. Main digital development happens through spec driven AI assisted development2. All applications are open source3 These open source projects are maintained by humans using spec driven development and afterwords human dis...

LLM Debates for more informed decisions Your idea of LLM-structured debate with built-in constraints is actually pretty strong for surfacing high-quality arguments efficiently. It would probably produce better discussions than most real open-source projects ha...

Once you get to a point with an AI that can do things quickly then there will be a strong force to deploy them in the economy unless there is some regulation to stop it.  AGI: Most people

Companies will start working together on safety At some point AI  What should companies aspire to build ?: Self improving AI. Why did this happen ? Because there is fewer ideas than companies The AI that is robustly aligned to sentient life instead of human l...

1. Terrestial Energy shortage/queues 2. Solar power efficiency Space offers near-continuous solar power at roughly 1,361 W/m² at the top of atmosphere — 5x to 10x more usable flux than the best terrestrial sites — along with free radiative cooling and zero wa...